├── .github └── workflows │ └── testing-master.yml ├── .gitignore ├── .gitmodules ├── CHANGELOG.md ├── CONTRIBUTING.md ├── LICENSE ├── Makefile ├── README.md ├── README_Sparsity.md ├── README_ramulator.md ├── code-examples └── systolic-array-rtl │ ├── BF16_processing_element │ ├── baseline.v │ ├── bfp16_mult.v │ └── bfp32_adder.v │ ├── README.md │ └── systolic_array_8bit_MAC_PE │ ├── traditional_mac.v │ └── traditional_systolic.v ├── configs ├── eyeriss.cfg ├── google.cfg ├── google_ramulator.cfg ├── rebuttal_test_is.cfg ├── rebuttal_test_is_high_bw.cfg ├── rebuttal_test_os.cfg ├── rebuttal_test_os_high_bw.cfg ├── rebuttal_test_ws.cfg ├── rebuttal_test_ws_high_bw.cfg ├── scale.cfg ├── scale_layout.cfg ├── sparsity.cfg └── tpuv5e_downscale.cfg ├── dist ├── scalesim-2.0-py3-none-any.whl └── scalesim-2.0.tar.gz ├── documentation └── resources │ ├── config-file-example.png │ ├── figures.graffle │ ├── output.png │ ├── scalesim-overview.png │ ├── topo-file-example.png │ ├── topo-mnk-file-example.png │ └── v3_overview.png ├── generate_fig10_ramulator_stall_plot.sh ├── generate_fig9_ramulator_mem_bw_plot.sh ├── layouts ├── GEMM_mnk │ ├── vit_l_KM_KN.csv │ ├── vit_l_KM_NK.csv │ ├── vit_l_MK_KN.csv │ ├── vit_l_MK_NK.csv │ ├── vit_l_last_MK_NK.csv │ ├── vit_s_KM_KN.csv │ ├── vit_s_KM_NK.csv │ ├── vit_s_MK_KN.csv │ ├── vit_s_MK_NK.csv │ ├── vit_s_downscale_KM_KN.csv │ ├── vit_s_downscale_KM_NK.csv │ ├── vit_s_downscale_MK_KN.csv │ └── vit_s_downscale_MK_NK.csv ├── conv_nets │ ├── alexnet.csv │ ├── alexnet_part.csv │ ├── resnet18.csv │ └── test.csv └── layout_conversion.py ├── log ├── requirements.txt ├── run_ramulator.sh ├── run_ramulator_mnk.sh ├── scalesim ├── __init__.py ├── clean.sh ├── compute │ ├── __init__.py │ ├── compression.py │ ├── operand_matrix.py │ ├── systolic_compute_is.py │ ├── systolic_compute_os.py │ └── systolic_compute_ws.py ├── layout_utils.py ├── memory │ ├── __init__.py │ ├── double_buffered_scratchpad_mem.py │ ├── read_buffer.py │ ├── read_buffer_estimate_bw.py │ ├── read_buffer_old.py │ ├── read_port.py │ ├── write_buffer.py │ ├── write_buffer_old.py │ └── write_port.py ├── scale.py ├── scale_config.py ├── scale_sim.py ├── simulator.py ├── single_layer_sim.py ├── topology_utils.py └── utilities │ ├── __init__.py │ └── scalesim_report.py ├── scripts ├── dram_latency.py ├── dram_sim.py ├── plots │ ├── mem_bw_plot.py │ └── stall_plot.py └── ramulator_patch │ ├── Makefile │ ├── configs │ ├── DDR3-config.cfg │ └── DDR4-config.cfg │ └── src │ ├── Controller.cpp │ ├── Controller.h │ └── SpeedyController.h ├── setup.py ├── test ├── general │ ├── golden_trace_calc │ │ ├── BANDWIDTH_REPORT.csv │ │ ├── COMPUTE_REPORT.csv │ │ ├── DETAILED_ACCESS_REPORT.csv │ │ └── layer0 │ │ │ ├── FILTER_DRAM_TRACE.csv │ │ │ ├── FILTER_SRAM_TRACE.csv │ │ │ ├── IFMAP_DRAM_TRACE.csv │ │ │ ├── IFMAP_SRAM_TRACE.csv │ │ │ ├── OFMAP_DRAM_TRACE.csv │ │ │ └── OFMAP_SRAM_TRACE.csv │ ├── golden_trace_user_is │ │ ├── BANDWIDTH_REPORT.csv │ │ ├── COMPUTE_REPORT.csv │ │ ├── DETAILED_ACCESS_REPORT.csv │ │ └── layer0 │ │ │ ├── FILTER_DRAM_TRACE.csv │ │ │ ├── FILTER_SRAM_TRACE.csv │ │ │ ├── IFMAP_DRAM_TRACE.csv │ │ │ ├── IFMAP_SRAM_TRACE.csv │ │ │ ├── OFMAP_DRAM_TRACE.csv │ │ │ └── OFMAP_SRAM_TRACE.csv │ ├── golden_trace_user_os │ │ ├── BANDWIDTH_REPORT.csv │ │ ├── COMPUTE_REPORT.csv │ │ ├── DETAILED_ACCESS_REPORT.csv │ │ └── layer0 │ │ │ ├── FILTER_DRAM_TRACE.csv │ │ │ ├── FILTER_SRAM_TRACE.csv │ │ │ ├── IFMAP_DRAM_TRACE.csv │ │ │ ├── IFMAP_SRAM_TRACE.csv │ │ │ ├── OFMAP_DRAM_TRACE.csv │ │ │ └── OFMAP_SRAM_TRACE.csv │ ├── golden_trace_user_ws │ │ ├── BANDWIDTH_REPORT.csv │ │ ├── COMPUTE_REPORT.csv │ │ ├── DETAILED_ACCESS_REPORT.csv │ │ └── layer0 │ │ │ ├── FILTER_DRAM_TRACE.csv │ │ │ ├── FILTER_SRAM_TRACE.csv │ │ │ ├── IFMAP_DRAM_TRACE.csv │ │ │ ├── IFMAP_SRAM_TRACE.csv │ │ │ ├── OFMAP_DRAM_TRACE.csv │ │ │ └── OFMAP_SRAM_TRACE.csv │ └── scripts │ │ ├── diff_calc.sh │ │ ├── diff_user_is.sh │ │ ├── diff_user_os.sh │ │ └── diff_user_ws.sh └── sparsity │ ├── golden_trace │ ├── BANDWIDTH_REPORT.csv │ ├── COMPUTE_REPORT.csv │ ├── DETAILED_ACCESS_REPORT.csv │ ├── SPARSE_REPORT.csv │ └── layer0 │ │ ├── FILTER_DRAM_TRACE.csv │ │ ├── FILTER_SRAM_TRACE.csv │ │ ├── IFMAP_DRAM_TRACE.csv │ │ ├── IFMAP_SRAM_TRACE.csv │ │ ├── OFMAP_DRAM_TRACE.csv │ │ └── OFMAP_SRAM_TRACE.csv │ └── scripts │ └── function_test.sh ├── test1_run_benchmark_bankconflict.sh ├── test2_run_benchmark_multibank.sh └── topologies ├── CSV ├── DeepBench.csv ├── DeepBenchLSTM.csv ├── DeepBench_DenseMatrixMultiplication.csv ├── FasterRCNN.csv ├── LSTM.csv └── MLPERF.csv ├── GEMM_mnk ├── NCF.csv ├── gnmt.csv ├── gpt2.csv ├── test_mnk_input.csv ├── transformer_partial.csv ├── unet2d.csv ├── vit_l.csv ├── vit_l_last.csv └── vit_s.csv ├── conv_nets ├── FasterRCNN.csv ├── Googlenet.csv ├── Googlenet.xlsx ├── MobileNet_4k_non_dw.csv ├── Resnet18.csv ├── Resnet50.csv ├── Resnet50_4k_no_pool.csv ├── Resnet_test.csv ├── UNet_2d.csv ├── UNet_maestro.csv ├── alexnet.csv ├── alexnet.xlsx ├── alexnet_full.csv ├── alexnet_part.csv ├── mobilenet.csv ├── mobilnet_4k.csv ├── mobilnet_paper.csv ├── mobilnet_reduce_run.csv ├── test.csv ├── yolo.csv ├── yolo_tiny.csv └── yolo_tiny_layer1.csv ├── deepbench ├── DeepBenchConv │ ├── DeepBench.csv │ ├── DeepSpeech.csv │ ├── FaceRecognition.csv │ ├── FaceRecognitionID.csv │ ├── OCR.csv │ ├── Resnet.csv │ ├── SpeakerID.csv │ └── Vision.csv ├── DeepBench_Dense │ ├── DeepBench_DenseMatrixMultiplication.csv │ ├── DeepBench_GEMM_github.csv │ └── DeepBench_GEMM_github_forintel.csv ├── DeepBench_LSTM │ ├── CharacterLanguageModelling.csv │ ├── DeepBenchLSTM.csv │ ├── LanguageModelling.csv │ └── MachineTranslation.csv └── deepbench_output.csv ├── dlrm ├── DLRM.csv ├── DLRM.xlsx ├── dlrm_fwd.csv ├── dlrm_inp_grad.csv └── dlrm_weight_grad.csv ├── ispass25_models ├── alexnet.csv ├── resnet18.csv ├── vit_b.csv ├── vit_bg.csv ├── vit_h.csv ├── vit_l.csv └── vit_s.csv ├── llama └── llama3b.csv ├── mlperf ├── AlphaGoZero.csv ├── DeepSpeech2.csv ├── DeepSpeech2.xlsx ├── FasterRCNN.csv ├── MLPERF.csv ├── NCF_recommendation.csv ├── NCF_recommendation_short.csv ├── Resnet50.csv ├── Sentimental_seqCNN.csv ├── Sentimental_seqLSTM.csv ├── Sentimental_seqLSTM_short.csv ├── Transformer.csv ├── Transformer_short.csv ├── div16q │ ├── AlphaGoZero.csv │ ├── DeepSpeech2.csv │ ├── FasterRCNN.csv │ ├── NCF_recommendation_short.csv │ ├── Resnet50.csv │ ├── Sentimental_seqCNN.csv │ ├── Sentimental_seqLSTM_short.csv │ └── Transformer_short.csv ├── div256q │ ├── AlphaGoZero.csv │ ├── DeepSpeech2.csv │ ├── FasterRCNN.csv │ ├── NCF_recommendation_short.csv │ ├── Resnet50.csv │ ├── Sentimental_seqCNN.csv │ ├── Sentimental_seqLSTM_short.csv │ └── Transformer_short.csv ├── div4q │ ├── AlphaGoZero.csv │ ├── DeepSpeech2.csv │ ├── FasterRCNN.csv │ ├── NCF_recommendation_short.csv │ ├── Resnet50.csv │ ├── Sentimental_seqCNN.csv │ ├── Sentimental_seqLSTM_short.csv │ └── Transformer_short.csv ├── div64q │ ├── 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